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1 text mining https://store.theartofservice.com/the-text-mining-toolkit.html

2 Text mining 1 Typical text mining tasks include text categorization, text clustering, concept mining|concept/entity extraction, production of granular taxonomies, sentiment analysis, document summarization, and entity relation modeling (i.e., learning relations between named entity recognition|named entities). https://store.theartofservice.com/the-text-mining-toolkit.html

3 Text mining - Text mining and text analytics 1 The latter term is now used more frequently in business settings while text mining is used in some of the earliest application areas, dating to the 1980s, notably life-sciences research and government intelligence. https://store.theartofservice.com/the-text-mining-toolkit.html

4 Text mining - History 1 Labor-intensive manual text mining approaches first surfaced in the mid-1980s, but technological advances have enabled the field to advance during the past decade. Text mining is an interdisciplinary field that draws on information retrieval, data mining, machine learning, statistics, and computational linguistics. As most information (common estimates say over 80%) is currently stored as text, text mining is believed to have a high commercial potential value. https://store.theartofservice.com/the-text-mining-toolkit.html

5 Text mining - Security applications 1 Many text mining software packages are marketed for security appliance|security applications, especially monitoring and analysis of online plain text sources such as Internet news, blogs, etc. for national security purposes. It is also involved in the study of text encryption/decryption. https://store.theartofservice.com/the-text-mining-toolkit.html

6 Text mining - Biomedical applications 1 A range of text mining applications in the biomedical literature has been described. https://store.theartofservice.com/the-text-mining-toolkit.html

7 Text mining - Biomedical applications 1 One online text mining application in the biomedical literature is PubGene that combines biomedical text mining with network visualization as an Internet service. TPX is a concept-assisted search and navigation tool for biomedical literature analyses - it runs on PubMed/PubMed Central|PMC and can be configured, on request, to run on local literature repositories too. https://store.theartofservice.com/the-text-mining-toolkit.html

8 Text mining - Software applications 1 Text mining methods and software is also being researched and developed by major firms, including IBM and Microsoft, to further automate the mining and analysis processes, and by different firms working in the area of search and indexing in general as a way to improve their results. https://store.theartofservice.com/the-text-mining-toolkit.html

9 Text mining - Online media applications 1 Text mining is being used by large media companies, such as the Tribune Company, to clarify information and to provide readers with greater search experiences, which in turn increases site stickiness and revenue. Additionally, on the back end, editors are benefiting by being able to share, associate and package news across properties, significantly increasing opportunities to monetize content. https://store.theartofservice.com/the-text-mining-toolkit.html

10 Text mining - Marketing applications 1 Text mining is starting to be used in marketing as well, more specifically in analytical customer relationship management. Coussement and Van den Poel (2008) apply it to improve predictive analytics models for customer churn (customer attrition). https://store.theartofservice.com/the-text-mining-toolkit.html

11 Text mining - Academic applications 1 Therefore, initiatives have been taken such as Nature (journal)|Nature's proposal for an Open Text Mining Interface (OTMI) and the National Institutes of Health's common Journal Publishing Document Type Definition (DTD) that would provide semantic cues to machines to answer specific queries contained within text without removing publisher barriers to public access. https://store.theartofservice.com/the-text-mining-toolkit.html

12 Text mining - Academic applications 1 Academic institutions have also become involved in the text mining initiative: https://store.theartofservice.com/the-text-mining-toolkit.html

13 Text mining - Academic applications 1 With an initial focus on text mining in the biology|biological and biomedical sciences, research has since expanded into the areas of social sciences. https://store.theartofservice.com/the-text-mining-toolkit.html

14 Text mining - Academic applications 1 *In the United States, the UC Berkeley School of Information|School of Information at University of California, Berkeley is developing a program called BioText to assist biology researchers in text mining and analysis. https://store.theartofservice.com/the-text-mining-toolkit.html

15 Text mining - Academic applications 1 Further, private initiatives also offer tools for academic text mining: https://store.theartofservice.com/the-text-mining-toolkit.html

16 Text mining - Software and applications 1 Text mining computer programs are available from many commercial software|commercial and open source companies and sources. https://store.theartofservice.com/the-text-mining-toolkit.html

17 Text mining - Commercial 1 * AeroText – a suite of text mining applications for content analysis. Content used can be in multiple languages. https://store.theartofservice.com/the-text-mining-toolkit.html

18 Text mining - Commercial 1 * Attensity – hosted, integrated and stand- alone text mining (analytics) software that uses natural language processing technology to address collective intelligence in Social Media and forums; the voice of the customer in surveys and emails; customer relationship management; e-services; research and e- discovery; risk and compliance; and intelligence analysis. https://store.theartofservice.com/the-text-mining-toolkit.html

19 Text mining - Commercial 1 * Autonomy Corporation|Autonomy – text mining, clustering and categorization software https://store.theartofservice.com/the-text-mining-toolkit.html

20 Text mining - Commercial 1 * Clarabridge – text analytics (text mining) software, including natural language (NLP), machine learning, clustering and categorization. Provides SaaS, hosted and on-premise text and sentiment analytics that enables companies to collect, listen to, analyze, and act on the Voice of the Customer (VOC) from both external (Twitter, Facebook, Yelp!, product forums, etc.) and internal sources (Call Center notes, CRM, Enterprise Data Warehouse, BI, surveys, emails, etc.). https://store.theartofservice.com/the-text-mining-toolkit.html

21 Text mining - Commercial 1 * WordStat - Content analysis and text mining add-on module of QDA Miner for analyzing large amounts of text data. https://store.theartofservice.com/the-text-mining-toolkit.html

22 Text mining - Open source 1 * The programming language R (programming language)|R provides a framework for text mining applications in the package tm https://store.theartofservice.com/the-text-mining-toolkit.html

23 Text mining - Open source 1 * KH Coder - For content analysis, text mining or corpus linguistics. https://store.theartofservice.com/the-text-mining-toolkit.html

24 Text mining - Implications 1 Until recently, websites most often used text-based searches, which only found documents containing specific user- defined words or phrases. Now, through use of a semantic web, text mining can find content based on meaning and context (rather than just by a specific word). https://store.theartofservice.com/the-text-mining-toolkit.html

25 Text mining - Implications 1 Additionally, text mining software can be used to build large dossiers of information about specific people and events. For example, large datasets based on data extracted from news reports can be built to facilitate social networks analysis or counter-intelligence. In effect, the text mining software may act in a capacity similar to an intelligence analyst or research librarian, albeit with a more limited scope of analysis. https://store.theartofservice.com/the-text-mining-toolkit.html

26 Text mining - Implications 1 Text mining is also used in some email spam filters as a way of determining the characteristics of messages that are likely to be advertisements or other unwanted material. https://store.theartofservice.com/the-text-mining-toolkit.html

27 Intelligent text analysis - Text mining and text analytics 1 The term 'text analytics' describes a set of Linguistics|linguistic, statistical, and machine learning techniques that model and structure the information content of textual sources for business intelligence, exploratory data analysis, research, or investigation.[ http://intelligent- enterprise.informationweek.com/blog/archives/2007/02/definin g_text_a.html Defining Text Analytics] The term is roughly synonymous with text mining; indeed, Ronen Feldman modified a 2000 description of text mining[ http://www.cs.cmu.edu/~dunja/CFPWshKDD2000.html KDD- 2000 Workshop on Text Mining] in 2004 to describe text analytics.[ http://www.ir.iit.edu/cikm2004/tutorials.html#T2 Text Analytics: Theory and Practice] The latter term is now used more frequently in business settings while text mining is used in some of the earliest application areas, dating to the 1980s, notably life-sciences research and government intelligence. https://store.theartofservice.com/the-text-mining-toolkit.html

28 National Centre for Text Mining 1 is a publicly funded text mining (TM) centre. It was established to provide support, advice, and information on TM technologies and to disseminate information from the larger TM community, while also providing tailored services and tools in response to the requirements of the United Kingdom academic community. https://store.theartofservice.com/the-text-mining-toolkit.html

29 National Centre for Text Mining 1 The software tools and services which NaCTeM supplies allow researchers to apply text mining techniques to problems within their specific areas of interest - examples of these tools are highlighted below. In addition to providing services, the Centre is also involved in, and makes significant contributions to, the text mining research community both nationally and internationally in initiatives such as Europe PubMed Central. https://store.theartofservice.com/the-text-mining-toolkit.html

30 National Centre for Text Mining - Resources 1 [http://www-tsujii.is.s.u- tokyo.ac.jp/GENIA/home/wiki.cgi?page=G ENIA+corpus 'GENIA'] a collection of reference materials for the development of biomedical text mining systems https://store.theartofservice.com/the-text-mining-toolkit.html

31 List of text mining software - Commercial 1 * AUTINDEX - is a commercial text mining software package based on sophisticated linguistics by IAI (Institute for Applied Information Sciences), Saarbrücken. https://store.theartofservice.com/the-text-mining-toolkit.html

32 List of text mining software - Commercial 1 * Eduworks – software and solutions providing analytics and text mining in education, competency management, and training. https://store.theartofservice.com/the-text-mining-toolkit.html

33 Biomedical text mining 1 'Biomedical text mining' (also known as 'BioNLP') refers to text mining applied to texts and literature of the biomedical and molecular biology domain. It is a rather recent research field on the edge of natural language processing, bioinformatics, medical informatics and computational linguistics. https://store.theartofservice.com/the-text-mining-toolkit.html

34 Biomedical text mining 1 There is an increasing interest in text mining and information extraction strategies applied to the biomedical and molecular biology literature due to the increasing number of electronically available publications stored in databases such as PubMed. https://store.theartofservice.com/the-text-mining-toolkit.html

35 Biomedical text mining - Main applications 1 Information extraction and text mining methods have been explored to extract information related to biological processes and diseases. https://store.theartofservice.com/the-text-mining-toolkit.html

36 Biomedical text mining - Examples 1 * [http://u-compare.org/index.html U- Compare] - U-Compare is an integrated text mining/natural language processing system based on the UIMA Framework, with an emphasis on components for biomedical text mining. https://store.theartofservice.com/the-text-mining-toolkit.html

37 Biomedical text mining - Examples 1 * [http://www-tsujii.is.s.u-tokyo.ac.jp/medie/ MEDIE] - an intelligent search engine to retrieve biomedical correlations from MEDLINE, based on indexing by Natural Language Processing and Text Mining techniques https://store.theartofservice.com/the-text-mining-toolkit.html

38 Biomedical text mining - Examples 1 * [http://www.nextbio.com NextBio]- Life sciences search engine with a text mining functionality that utilizes PubMed abstracts [http://www.nextbio.com/b/home/generalS earch.nb?q=breast+cancer (ex: literature search)] and clinical trials [http://www.nextbio.com/b/home/generalS earch.nb?q=breast+cancer#sitype=TRIAL S (example)] to return concepts relevant to the query based on a number of heuristics including ontology relationships, journal impact, publication date, and authorship. https://store.theartofservice.com/the-text-mining-toolkit.html

39 Biomedical text mining - Examples 1 * [http://brainarray.mbni.med.umich.edu/Brai narray/prototype/PubAnatomy/ PubAnatomy ] — An interactive visual search engine that provides new ways to explore relationships among Medline literature, text mining results, anatomical structures, gene expression and other background information. https://store.theartofservice.com/the-text-mining-toolkit.html

40 Biomedical text mining - Examples 1 * [http://anote-project.org @Note2] — A workbench for Biomedical Text Mining (Including Information Retrieval, Name Entity Recognition and Relation Extraction plugins) https://store.theartofservice.com/the-text-mining-toolkit.html

41 For More Information, Visit: https://store.theartofservice.co m/the-text-mining-toolkit.html https://store.theartofservice.co m/the-text-mining-toolkit.html The Art of Service https://store.theartofservice.com


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